Apply further suggestions from review

Author: DennisTraub

README.md

@@ -163,8 +163,6 @@ Add the following configuration to your MCP client config file (e.g., for Amazon
 }
 ```
 
-For additional proxy examples, see [`./examples/mcp-proxy`](./examples/mcp-proxy).
-
 ---
 
 ## Using the MCP Proxy for AWS as a client library

examples/mcp-client/agent-framework/main.py

@@ -1,5 +1,5 @@
 """
-AWS IAM MCP Client Example: Microsoft Agent Framework Integration
+Example: Using MCP Proxy for AWS as a client for Microsoft Agent Framework integration
 
 This example demonstrates how to use the aws_iam_mcp_client with the Microsoft Agent Framework
 to connect an AI agent to an MCP server using AWS IAM authentication.

examples/mcp-client/langchain/main.py

@@ -1,5 +1,5 @@
 """
-AWS IAM MCP Client Example: LangChain Agent Integration
+Example: Using MCP Proxy for AWS as a client for LangChain Agent integration
 
 This example demonstrates how to use the aws_iam_mcp_client with LangChain
 to connect an AI agent to an MCP server using AWS IAM authentication.

examples/mcp-client/llamaindex/main.py

@@ -1,5 +1,5 @@
 """
-AWS IAM MCP Client Example: LlamaIndex Agent Integration
+Example: Using MCP Proxy for AWS as a client for LlamaIndex Agent integration
 
 This example demonstrates how to use the aws_iam_mcp_client with LlamaIndex
 to connect an AI agent to an MCP server using AWS IAM authentication.

examples/mcp-client/strands/main.py

@@ -1,5 +1,5 @@
 """
-Example:  Using MCP Proxy for AWS as a client for Strands Agent Integration
+Example: Using MCP Proxy for AWS as a client for Strands Agent integration
 
 This example demonstrates how to use the aws_iam_mcp_client with the Strands SDK
 to connect an AI agent to an MCP server using AWS IAM authentication.